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相关概念视频

Protein Modifications in the RER01:26

Protein Modifications in the RER

5.6K
Modification of secretory and transmembrane proteins entering the rough ER begins in the ER lumen. These modifications aid in protein folding and stabilize the acquired tertiary structure. Protein modifications in the rough ER co-occur at different stages of protein folding.
Broadly, these modifications can be categorized into four main categories — glycosylation, formation of disulfide bonds, assembly of protein subunits, and specific proteolytic cleavages like removal of signal...
5.6K
Conserved Binding Sites01:49

Conserved Binding Sites

4.3K
Many proteins’ biological role depends on their interactions with their ligands, small molecules that bind to specific locations on the protein known as ligand-binding sites. Ligand-binding sites are often conserved among homologous proteins as these sites are critical for protein function.
Binding sites are often located in large pockets, and if their location on a protein’s surface is unknown, it can be predicted using various approaches. The energetic method computationally...
4.3K
Protein-protein Interfaces02:04

Protein-protein Interfaces

13.2K
Many proteins form complexes to carry out their functions, making protein-protein interactions (PPIs) essential for an organism's survival. Most PPIs are stabilized by numerous weak noncovalent chemical forces. The physical shape of the interfaces determines the way two proteins interact. Many globular proteins have closely-matching shapes on their surfaces, which form a large number of weak bonds. Additionally, many PPIs occur between two helices or between a surface cleft and a...
13.2K
Conservation of Protein Domains Over Different Proteins02:26

Conservation of Protein Domains Over Different Proteins

11.3K
Protein domains are small structurally independent units that are part of a single amino acid chain.  Although these domains are often structurally independent, they may rely on synergistic effects to perform their functions as part of a larger protein. Protein domains may be conserved within the same organism, as well as across different organisms.
A limited set of protein domains often duplicate and recombine during evolution. These domains can be organized in different combinations to...
11.3K
Covalently Linked Protein Regulators02:04

Covalently Linked Protein Regulators

7.1K
Proteins can undergo many types of post-translational modifications, often in response to changes in their environment. These modifications play an important role in the function and stability of these proteins. Covalently linked molecules include functional groups, such as methyl, acetyl, and phosphate groups, and also small proteins, such as ubiquitin. There are around 200 different types of covalent regulators that have been identified.
These groups modify specific amino acids in a protein....
7.1K

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相关实验视频

Updated: Sep 10, 2025

A Fast and Quantitative Method for Post-translational Modification and Variant Enabled Mapping of Peptides to Genomes
09:10

A Fast and Quantitative Method for Post-translational Modification and Variant Enabled Mapping of Peptides to Genomes

Published on: May 22, 2018

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一个高效的机器学习框架来预测蛋白质的翻译后修饰位

Heba M Elreify1, Fathi E Abd El-Samie2,3, Moawad I Dessouky4

  • 1Department of Electronics and Electrical Communications Engineering, Faculty of Electronic Engineering, Menoufia University, Menouf 32952, Egypt. hebamohamedibrahim09@gmail.com.

Scientific reports
|August 25, 2025
PubMed
概括
此摘要是机器生成的。

使用一种新的计算框架,HyLightKhib准确地预测了 lysine 2-hydroxyisobutyrylation (Khib) 的位置. 这一进步有助于了解蛋白调节和开发向治疗.

关键词:
欧洲经济机制轻GBM素2-氧化化机器学习相互提供信息翻译后的修改蛋白质语言模型

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A Protocol for Computer-Based Protein Structure and Function Prediction
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A Protocol for Computer-Based Protein Structure and Function Prediction

Published on: November 3, 2011

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相关实验视频

Last Updated: Sep 10, 2025

A Fast and Quantitative Method for Post-translational Modification and Variant Enabled Mapping of Peptides to Genomes
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A Fast and Quantitative Method for Post-translational Modification and Variant Enabled Mapping of Peptides to Genomes

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Author Spotlight: A Computational Approach to Decipher Amino Acid Preferences in Multispecific Protein-Protein Interactions
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A Protocol for Computer-Based Protein Structure and Function Prediction
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A Protocol for Computer-Based Protein Structure and Function Prediction

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科学领域:

  • 生物化学和分子生物学
  • 计算生物学
  • 蛋白质组学

背景情况:

  • 翻译后修饰 (PTMs) 调节蛋白质功能,而素2-基化 (Khib) 则涉及至关重要的细胞过程.
  • 由于资源密集的方法和短暂的修改性质, 鉴定Khib实验场所是具有挑战性的.

研究的目的:

  • 开发一个准确和高效的计算工具来预测Khib站点.
  • 克服目前实验性Khib识别技术的局限性

主要方法:

  • 推出了HyLightKhib,一个利用光梯度增强机的计算框架.
  • 采用混合特征提取策略,结合进化规模建模 (ESM-2) 嵌入,组成,过渡和分布 (CTD) 描述符和氨基酸物理化学性质.
  • 使用相互信息进行优化功能选择.

主要成果:

  • 在不同生物体 (人,寄生虫,大米) 中,HyLightKhib的AUC- ROC分数分别为0. 893,0. 876和0. 847.
  • 超过了DeepKhib和ResNetKhib等现有预测器.
  • 与 XGBoost 和 CatBoost 实现相比,表现出更高的性能.

结论:

  • 提供Khib站点预测的高级计算方法.
  • 为功能蛋白质组学提供了更高的预测准确性和有价值的生物学见解.
  • 对开发针对PTM的疗法有直接影响.